{"id":"W4406357702","doi":"10.1371/journal.pone.0308949","title":"Who becomes an entrepreneur after university? Evidence from Canada","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; University of Toronto","funders":"","keywords":"Entrepreneurship; Graduation (instrument); Entrepreneurship education; Economic growth; Population; Demographic economics; Self-employment; Higher education; Political science; Citizenship; Public relations; Sociology; Marketing; Economics; Business; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00488095,0.0003713079,0.001312206,0.003714393,0.006399438,0.004421175,0.003005034,0.001246024,0.00903028],"category_scores_gemma":[0.02263615,0.0006073103,0.0009576228,0.01309964,0.002349766,0.001425931,0.003281411,0.002550427,0.0007329404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02872198,"about_ca_system_score_gemma":0.08775325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916637,"about_ca_topic_score_gemma":0.9962528,"domain_scores_codex":[0.9934686,0.0007879962,0.0004999012,0.0008953469,0.002229844,0.002118337],"domain_scores_gemma":[0.9579852,0.008179531,0.0097106,0.001538477,0.01388683,0.008699417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004736125,0.0001700893,0.945037,0.0008110753,0.0003586173,0.0004284571,0.008584809,0.0001120802,0.00006233963,0.002414611,0.01605714,0.02549012],"study_design_scores_gemma":[0.00006747817,0.00004425655,0.9654104,0.001881474,0.0003175566,0.000129605,0.01707212,0.000164622,0.00006652927,0.000336755,0.01445742,0.0000518524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891426,0.03081418,0.0002793742,0.015785,0.0002811462,0.0001908465,0.01695075,0.00001990243,0.0442527],"genre_scores_gemma":[0.9720167,0.01737876,0.0002190039,0.003140711,0.00006807892,0.00005684388,0.0038656,0.00002810412,0.003226135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02872198,"threshold_uncertainty_score":0.2083935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683520362947708,"score_gpt":0.1940398478711187,"score_spread":0.1672046442416416,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}